System One Bench

Head to head

Clef Omni vs Kev 4B

Clef Omni scores 79.7 and Kev 4B 76.8 on the System One Index. Clef Omni is more accurate on 10 of 16 text datasets, Kev 4B on 5, and 1 are tied. Same cases, same request, same scorer.

Overall

Clef OmniKev 4B
System One Index79.776.8
English78.678.3
Arabic80.574.8
Vision Index72.2–
Calibration error3.4%5.1%
Median latency208 ms552 ms
Cost per 1,000 calls$0.074$0.010

Text datasets, accuracy

Clef OmniKev 4B
AG News English89.090.5
SST-2 English97.092.5
SST-5 English51.052.0
DAIR Emotion English56.054.5
Banking77 English96.088.0
BoolQ English90.091.5
XNLI English English82.790.7
Typed decisions English67.066.3
XNLI French French82.779.3
XNLI Arabic Arabic73.372.7
MASSIVE scenario Arabic89.057.0
MASSIVE intent Arabic91.576.5
OSACT4 offensive Arabic90.588.5
Tweet sentiment Arabic50.063.0
MIRACL rerank Arabic83.079.5
MIRACL pairwise Arabic86.586.5

Image datasets, accuracy

Clef OmniKev 4B
SST-2, as an image89.5–
Arabic sentiment, as an image28.5–
Oxford-IIIT Pet88.0–
VQAv2 yes/no87.0–
CountBench68.0–

Model pages: Clef Omni · Kev 4B. Latency for API models is the median per call through OpenRouter, timed from one machine.